{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个作业里，需要手写一个跟tensorflow里面的conv2d类似的卷积函数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了保证更好的服务质量，请留下作业完成者的基本信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:07:43.957672Z",
     "start_time": "2020-02-21T14:07:43.945298Z"
    }
   },
   "outputs": [],
   "source": [
    "# 声明一些用到的库\n",
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "import math\n",
    "\n",
    "%matplotlib inline\n",
    "# assert tf.__version__ >= '1.4.0', 'Please upgrade your tensorflow installation to v1.4.* or later!'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读入图片，因为没想到怎么把文件跟ipynb放到一起，所以这里只能将图片base64化为一个字符串直接放到这里。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:07:44.454470Z",
     "start_time": "2020-02-21T14:07:43.963569Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 500, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_b = 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'\n",
    "inf = BytesIO(base64.b64decode(img_b))\n",
    "img = Image.open(inf)\n",
    "img = np.asarray(img, dtype=np.uint8)\n",
    "plt.imshow(img)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下图像的均值，这里图像像素值在0-255之间，神经网络里面，数据的值需要做一下归一化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:07:44.483180Z",
     "start_time": "2020-02-21T14:07:44.460243Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "171.61454476190477\n",
      "0.6729982147525674\n"
     ]
    }
   ],
   "source": [
    "print(img.mean())\n",
    "img = img/255\n",
    "print(img.mean())\n",
    "img = np.expand_dims(img, axis=0) # 将图像处理成为一个batch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实现一下卷积函数，这里filter为输入的卷积核的权重，其shape为**height x width x in_channels x out_channels**，也就是说，这里卷积核的个数是通过最后的**out_channels**反映出来的。stride我们定义一个标量，同时用于宽高。padding仿照tf，只取same和valid两个值，函数内部需要自动计算需要的padding。为了与tf的接口保持一致，数据输入也是四维的，第一维是batchsize，这里只有一张图片，所以是1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:07:44.540031Z",
     "start_time": "2020-02-21T14:07:44.489164Z"
    }
   },
   "outputs": [],
   "source": [
    "def conv2d(input, filter, stride, padding):\n",
    "    # batch x height x width x channels\n",
    "    in_s = input.shape\n",
    "    # height x width x in_channels x out_channels\n",
    "    f_s = filter.shape\n",
    "\n",
    "    assert len(in_s) == 4, 'input size rank 4 required!'\n",
    "    assert len(f_s) == 4, 'filter size rank 4 required!'\n",
    "    assert f_s[2] == in_s[3], 'intput channels not match filter channels.'\n",
    "    assert f_s[0] >= stride and f_s[\n",
    "        1] >= stride, 'filter should not be less than stride!'\n",
    "    assert padding in ['SAME', 'VALID'\n",
    "                       ], 'padding value[{0}] not allowded!!'.format(padding)\n",
    "\n",
    "    if padding != 'VALID':\n",
    "        # 提示： 关于SAME和VALID的区别，请参考：https://www.tensorflow.org/api_guides/python/nn\n",
    "        #########################################################################################\n",
    "        # 根据 tensorflow api的描述可得到结果\n",
    "        o_h = math.ceil(in_s[1] / stride)\n",
    "        o_w = math.ceil(in_s[2] / stride)\n",
    "        pad_height = stride * (o_h - 1) + f_s[0] - in_s[1]\n",
    "        pad_width = stride * (o_w - 1) + f_s[1] - in_s[2]\n",
    "        # 上方和左方的pad为pad总数的一半（向下取整）\n",
    "        pad_top = pad_height // 2\n",
    "        pad_left = pad_width // 2\n",
    "\n",
    "        # 新建pad后的矩阵，将原矩阵数据填入\n",
    "        temp = np.zeros(\n",
    "            (in_s[0], in_s[1] + pad_height, in_s[2] + pad_width, in_s[3]))\n",
    "        for c1 in range(in_s[0]):\n",
    "            for c2 in range(in_s[3]):\n",
    "                temp[c1, pad_top:pad_top + in_s[1],\n",
    "                     pad_left:pad_left + in_s[2], c2] = input[c1, :, :, c2]\n",
    "        #########################################################################################\n",
    "        input = temp\n",
    "        in_s = input.shape\n",
    "\n",
    "    out_shape = (np.array(in_s[1:3]) - np.array(f_s[:2])) // stride + 1\n",
    "    out_shape = np.concatenate([in_s[:1], out_shape, f_s[-1:]])\n",
    "    output = np.zeros(out_shape)\n",
    "    #########################################################################################\n",
    "    # output的batch、height、width和channel遍历\n",
    "    for c1 in range(out_shape[0]):\n",
    "        for c2 in range(out_shape[1]):\n",
    "            for c3 in range(out_shape[2]):\n",
    "                for c4 in range(out_shape[3]):\n",
    "                    # 对于filter的in_channels进行求和\n",
    "                    sum = 0\n",
    "                    for c5 in range(f_s[2]):\n",
    "                        #temp2为input中卷积核覆盖的区域\n",
    "                        temp2 = input[c1, c2 * stride:c2 * stride + f_s[0],\n",
    "                                      c3 * stride:c3 * stride + f_s[1], c5]\n",
    "                        #此处的filter\n",
    "                        filter_here = filter[:, :, c5, c4]\n",
    "                        #矩阵对应元素相乘（elementwise）并求和\n",
    "                        sum_in_channel = np.sum(np.multiply(\n",
    "                            temp2, filter_here))\n",
    "                        sum += sum_in_channel\n",
    "                    output[c1][c2][c3][c4] = sum\n",
    "    #########################################################################################\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "怎么验证上面的卷积函数是正确的呢？用tensorflow里面已经实现好的卷积函数进行同样的计算，结果相同即可认为上面的实现是正确的。需要注意的是，因为浮点型有精度的问题，所以比较的时候需要检查参差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:07:44.569949Z",
     "start_time": "2020-02-21T14:07:44.545016Z"
    }
   },
   "outputs": [],
   "source": [
    "# 先定义个计算图用于运行tf\n",
    "input_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='input')\n",
    "filter_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='filter')\n",
    "\n",
    "output_tensor1 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='SAME', strides=[1, 2, 2, 1])\n",
    "\n",
    "output_tensor2 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='VALID', strides=[1, 3, 3, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:08:30.957879Z",
     "start_time": "2020-02-21T14:07:44.574934Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test 1 passed...\n",
      "test 2 passed...\n",
      "Your final score:[100]\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    final_score = 0  # 这个是最终得分\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 2, 'SAME')\n",
    "\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor1,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 1 passed...')\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 3, 'VALID')\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor2,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(\n",
    "        diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 2 passed...')\n",
    "except Exception as ex:\n",
    "    print(ex)\n",
    "\n",
    "print('Your final score:[{}]'.format(final_score))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，用我们自己做的卷积函数，执行几步卷积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T14:09:57.874448Z",
     "start_time": "2020-02-21T14:08:30.963860Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 175, 250, 8)\n",
      "(1, 88, 125, 16)\n",
      "(1, 29, 41, 24)\n"
     ]
    }
   ],
   "source": [
    "# input  1 x 350 x 500 x 3\n",
    "filter1 = np.random.uniform(size=[3, 3, 3, 8])\n",
    "padding1 = 'SAME'\n",
    "stride1 = 2\n",
    "output1 = conv2d(img, filter1, stride1, padding1)\n",
    "print(output1.shape)\n",
    "# output 1 x 175 x 250 x 8\n",
    "\n",
    "# input 1 x 175 x 250 x 8\n",
    "filter2 = np.random.uniform(size=[5, 5, 8, 16])\n",
    "padding2 = 'SAME'\n",
    "stride2 = 2\n",
    "output2 = conv2d(output1, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 88 x 125 x 16\n",
    "\n",
    "# input 1 x 88 x 125 x 16\n",
    "filter2 = np.random.uniform(size=[3, 3, 16, 24])\n",
    "padding2 = 'VALID'\n",
    "stride2 = 3\n",
    "output2 = conv2d(output2, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 29 x 41 x 24\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考一下，上面的shape数据是如何得出来的呢？"
   ]
  }
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